hve-data-science

HTTP API design and evolution — resource shapes, status codes, pagination, and how to change an API without breaking its clients.

OpenShift deployment specs that pass the restricted SCC on the first apply — kustomize base/overlays, probes, limits, secrets done safely, and how to explain…

pytest fixtures, parametrize, tmp_path and monkeypatch — the idioms that replace setUp boilerplate and shared mutable state.

Type hints that actually help — Optional, generics, Protocol, and the mutable-default and import-cycle traps around them.

Write Go tests the standard way — table-driven subtests, t.Helper, t.Cleanup, and what to assert instead of reflect.DeepEqual.

Dockerfiles that build fast, stay small and do not run as root — layer ordering, multi-stage builds and the cache rules behind them.

Commit and PR messages that survive a `git log` six months later — Conventional Commits, imperative subjects, and what belongs in the body.

Hypervelocity Engineering RPI loop (Research, Challenge, Plan, Implement, Review) with FAR rubric and uncertainty tracking.

STRIDE threat modeling, OWASP/MCSB security planning, OpenSSF/SLSA supply chain hygiene, and NIST AI RMF Responsible AI.

Design Thinking (DFV) and UX architecture for user flows, component hierarchy, and interactive state matrices.

Goroutine lifetime, context cancellation, channel direction and the mistakes that make Go concurrency leak or race.

Prove the objective was met, not merely that nothing is red — a suite that was already green is not evidence.